Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 41188 |
| Missing cells | 8430 |
| Missing cells (%) | 1.0% |
| Duplicate rows | 1054 |
| Duplicate rows (%) | 2.6% |
| Total size in memory | 6.3 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 10 |
| Boolean | 1 |
| Dataset has 1054 (2.6%) duplicate rows | Duplicates |
cons.conf.idx is highly overall correlated with month | High correlation |
cons.price.idx is highly overall correlated with contact and 2 other fields | High correlation |
contact is highly overall correlated with cons.price.idx and 1 other fields | High correlation |
emp.var.rate is highly overall correlated with cons.price.idx and 3 other fields | High correlation |
euribor3m is highly overall correlated with emp.var.rate and 2 other fields | High correlation |
housing is highly overall correlated with loan | High correlation |
loan is highly overall correlated with housing | High correlation |
month is highly overall correlated with cons.conf.idx and 4 other fields | High correlation |
nr.employed is highly overall correlated with emp.var.rate and 1 other fields | High correlation |
pdays is highly overall correlated with poutcome and 1 other fields | High correlation |
poutcome is highly overall correlated with pdays | High correlation |
previous is highly overall correlated with pdays | High correlation |
default is highly imbalanced (53.3%) | Imbalance |
loan is highly imbalanced (51.3%) | Imbalance |
poutcome is highly imbalanced (56.8%) | Imbalance |
age has 421 (1.0%) missing values | Missing |
job has 484 (1.2%) missing values | Missing |
marital has 413 (1.0%) missing values | Missing |
education has 424 (1.0%) missing values | Missing |
loan has 455 (1.1%) missing values | Missing |
contact has 440 (1.1%) missing values | Missing |
month has 421 (1.0%) missing values | Missing |
day_of_week has 436 (1.1%) missing values | Missing |
campaign has 413 (1.0%) missing values | Missing |
pdays has 449 (1.1%) missing values | Missing |
previous has 418 (1.0%) missing values | Missing |
poutcome has 431 (1.0%) missing values | Missing |
emp.var.rate has 418 (1.0%) missing values | Missing |
euribor3m has 429 (1.0%) missing values | Missing |
nr.employed has 437 (1.1%) missing values | Missing |
previous has 35209 (85.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-02-14 18:45:14.787479 |
|---|---|
| Analysis finished | 2025-02-14 18:45:41.333970 |
| Duration | 26.55 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
age
Real number (ℝ)
MISSING
| Distinct | 78 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 421 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.02112 |
| Minimum | 17 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 98 |
| Range | 81 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.419903 |
|---|---|
| Coefficient of variation (CV) | 0.2603601 |
| Kurtosis | 0.79486589 |
| Mean | 40.02112 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.78448388 |
| Sum | 1631541 |
| Variance | 108.57437 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 1929 | 4.7% |
| 32 | 1825 | 4.4% |
| 33 | 1814 | 4.4% |
| 36 | 1755 | 4.3% |
| 35 | 1739 | 4.2% |
| 34 | 1724 | 4.2% |
| 30 | 1698 | 4.1% |
| 37 | 1463 | 3.6% |
| 29 | 1433 | 3.5% |
| 39 | 1426 | 3.5% |
| Other values (68) | 23961 |
| Value | Count | Frequency (%) |
| 17 | 5 | < 0.1% |
| 18 | 28 | 0.1% |
| 19 | 42 | 0.1% |
| 20 | 65 | 0.2% |
| 21 | 101 | 0.2% |
| 22 | 137 | 0.3% |
| 23 | 225 | 0.5% |
| 24 | 458 | |
| 25 | 593 | |
| 26 | 690 |
| Value | Count | Frequency (%) |
| 98 | 2 | < 0.1% |
| 95 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
| 92 | 4 | < 0.1% |
| 91 | 2 | < 0.1% |
| 89 | 2 | < 0.1% |
| 88 | 22 | |
| 87 | 1 | < 0.1% |
| 86 | 8 | < 0.1% |
| 85 | 15 |
job
Categorical
MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 484 |
| Missing (%) | 1.2% |
| Memory size | 321.9 KiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.9539849 |
| Min length | 6 |
Characters and Unicode
| Total characters | 364463 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | housemaid |
|---|---|
| 2nd row | services |
| 3rd row | services |
| 4th row | admin. |
| 5th row | services |
Common Values
| Value | Count | Frequency (%) |
| admin. | 10315 | |
| blue-collar | 9126 | |
| technician | 6664 | |
| services | 3917 | 9.5% |
| management | 2890 | 7.0% |
| retired | 1698 | 4.1% |
| entrepreneur | 1441 | 3.5% |
| self-employed | 1408 | 3.4% |
| housemaid | 1051 | 2.6% |
| unemployed | 1004 | 2.4% |
| Other values (2) | 1190 | 2.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| admin | 10315 | |
| blue-collar | 9126 | |
| technician | 6664 | |
| services | 3917 | 9.6% |
| management | 2890 | 7.1% |
| retired | 1698 | 4.2% |
| entrepreneur | 1441 | 3.5% |
| self-employed | 1408 | 3.5% |
| housemaid | 1051 | 2.6% |
| unemployed | 1004 | 2.5% |
| Other values (2) | 1190 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 46710 | |
| n | 35153 | 9.6% |
| a | 32936 | 9.0% |
| l | 31198 | 8.6% |
| i | 30309 | 8.3% |
| c | 26371 | 7.2% |
| r | 20762 | 5.7% |
| m | 19558 | 5.4% |
| d | 16339 | 4.5% |
| t | 14419 | 4.0% |
| Other values (14) | 90708 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 343614 | |
| Dash Punctuation | 10534 | 2.9% |
| Other Punctuation | 10315 | 2.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 46710 | |
| n | 35153 | |
| a | 32936 | |
| l | 31198 | |
| i | 30309 | |
| c | 26371 | 7.7% |
| r | 20762 | 6.0% |
| m | 19558 | 5.7% |
| d | 16339 | 4.8% |
| t | 14419 | 4.2% |
| Other values (12) | 69859 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 10534 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 10315 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 343614 | |
| Common | 20849 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 46710 | |
| n | 35153 | |
| a | 32936 | |
| l | 31198 | |
| i | 30309 | |
| c | 26371 | 7.7% |
| r | 20762 | 6.0% |
| m | 19558 | 5.7% |
| d | 16339 | 4.8% |
| t | 14419 | 4.2% |
| Other values (12) | 69859 |
Common
| Value | Count | Frequency (%) |
| - | 10534 | |
| . | 10315 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 364463 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 46710 | |
| n | 35153 | 9.6% |
| a | 32936 | 9.0% |
| l | 31198 | 8.6% |
| i | 30309 | 8.3% |
| c | 26371 | 7.2% |
| r | 20762 | 5.7% |
| m | 19558 | 5.4% |
| d | 16339 | 4.5% |
| t | 14419 | 4.0% |
| Other values (14) | 90708 |
marital
Categorical
MISSING
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 413 |
| Missing (%) | 1.0% |
| Memory size | 321.9 KiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 79 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8313182 |
| Min length | 6 |
Characters and Unicode
| Total characters | 278547 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | married |
| 5th row | married |
Common Values
| Value | Count | Frequency (%) |
| married | 24670 | |
| single | 11452 | |
| divorced | 4574 | 11.1% |
| unknown | 79 | 0.2% |
| (Missing) | 413 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 24670 | |
| single | 11452 | |
| divorced | 4574 | 11.2% |
| unknown | 79 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 53914 | |
| i | 40696 | |
| e | 40696 | |
| d | 33818 | |
| m | 24670 | |
| a | 24670 | |
| n | 11689 | 4.2% |
| s | 11452 | 4.1% |
| g | 11452 | 4.1% |
| l | 11452 | 4.1% |
| Other values (6) | 14038 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 278547 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 53914 | |
| i | 40696 | |
| e | 40696 | |
| d | 33818 | |
| m | 24670 | |
| a | 24670 | |
| n | 11689 | 4.2% |
| s | 11452 | 4.1% |
| g | 11452 | 4.1% |
| l | 11452 | 4.1% |
| Other values (6) | 14038 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 278547 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 53914 | |
| i | 40696 | |
| e | 40696 | |
| d | 33818 | |
| m | 24670 | |
| a | 24670 | |
| n | 11689 | 4.2% |
| s | 11452 | 4.1% |
| g | 11452 | 4.1% |
| l | 11452 | 4.1% |
| Other values (6) | 14038 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 278547 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 53914 | |
| i | 40696 | |
| e | 40696 | |
| d | 33818 | |
| m | 24670 | |
| a | 24670 | |
| n | 11689 | 4.2% |
| s | 11452 | 4.1% |
| g | 11452 | 4.1% |
| l | 11452 | 4.1% |
| Other values (6) | 14038 | 5.0% |
education
Categorical
MISSING
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 424 |
| Missing (%) | 1.0% |
| Memory size | 321.9 KiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.708983 |
| Min length | 7 |
Characters and Unicode
| Total characters | 518069 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | basic.4y |
|---|---|
| 2nd row | high.school |
| 3rd row | high.school |
| 4th row | basic.6y |
| 5th row | high.school |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 12039 | |
| high.school | 9417 | |
| basic.9y | 5985 | |
| professional.course | 5185 | |
| basic.4y | 4140 | 10.1% |
| basic.6y | 2264 | 5.5% |
| unknown | 1716 | 4.2% |
| illiterate | 18 | < 0.1% |
| (Missing) | 424 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| university.degree | 12039 | |
| high.school | 9417 | |
| basic.9y | 5985 | |
| professional.course | 5185 | |
| basic.4y | 4140 | 10.2% |
| basic.6y | 2264 | 5.6% |
| unknown | 1716 | 4.2% |
| illiterate | 18 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 58562 | 11.3% |
| i | 51105 | 9.9% |
| s | 49400 | 9.5% |
| . | 39030 | 7.5% |
| o | 36105 | 7.0% |
| r | 34466 | 6.7% |
| h | 28251 | 5.5% |
| c | 26991 | 5.2% |
| y | 24428 | 4.7% |
| n | 22372 | 4.3% |
| Other values (15) | 147359 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 466650 | |
| Other Punctuation | 39030 | 7.5% |
| Decimal Number | 12389 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 58562 | |
| i | 51105 | |
| s | 49400 | |
| o | 36105 | 7.7% |
| r | 34466 | 7.4% |
| h | 28251 | 6.1% |
| c | 26991 | 5.8% |
| y | 24428 | 5.2% |
| n | 22372 | 4.8% |
| g | 21456 | 4.6% |
| Other values (11) | 113514 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 5985 | |
| 4 | 4140 | |
| 6 | 2264 | 18.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 39030 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 466650 | |
| Common | 51419 | 9.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 58562 | |
| i | 51105 | |
| s | 49400 | |
| o | 36105 | 7.7% |
| r | 34466 | 7.4% |
| h | 28251 | 6.1% |
| c | 26991 | 5.8% |
| y | 24428 | 5.2% |
| n | 22372 | 4.8% |
| g | 21456 | 4.6% |
| Other values (11) | 113514 |
Common
| Value | Count | Frequency (%) |
| . | 39030 | |
| 9 | 5985 | 11.6% |
| 4 | 4140 | 8.1% |
| 6 | 2264 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 518069 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 58562 | 11.3% |
| i | 51105 | 9.9% |
| s | 49400 | 9.5% |
| . | 39030 | 7.5% |
| o | 36105 | 7.0% |
| r | 34466 | 6.7% |
| h | 28251 | 5.5% |
| c | 26991 | 5.2% |
| y | 24428 | 4.7% |
| n | 22372 | 4.3% |
| Other values (15) | 147359 |
default
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 391 |
| Missing (%) | 0.9% |
| Memory size | 321.9 KiB |
| no | |
|---|---|
| unknown | |
| yes | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 3.044268 |
| Min length | 2 |
Characters and Unicode
| Total characters | 124197 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | unknown |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 32274 | |
| unknown | 8520 | 20.7% |
| yes | 3 | < 0.1% |
| (Missing) | 391 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 32274 | |
| unknown | 8520 | 20.9% |
| yes | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 57834 | |
| o | 40794 | |
| u | 8520 | 6.9% |
| k | 8520 | 6.9% |
| w | 8520 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 124197 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 57834 | |
| o | 40794 | |
| u | 8520 | 6.9% |
| k | 8520 | 6.9% |
| w | 8520 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 124197 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 57834 | |
| o | 40794 | |
| u | 8520 | 6.9% |
| k | 8520 | 6.9% |
| w | 8520 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 124197 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 57834 | |
| o | 40794 | |
| u | 8520 | 6.9% |
| k | 8520 | 6.9% |
| w | 8520 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
housing
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 379 |
| Missing (%) | 0.9% |
| Memory size | 321.9 KiB |
| yes | |
|---|---|
| no | |
| unknown | 980 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.643608 |
| Min length | 2 |
Characters and Unicode
| Total characters | 107883 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | yes |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| yes | 21365 | |
| no | 18464 | |
| unknown | 980 | 2.4% |
| (Missing) | 379 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 21365 | |
| no | 18464 | |
| unknown | 980 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 21404 | |
| y | 21365 | |
| e | 21365 | |
| s | 21365 | |
| o | 19444 | |
| u | 980 | 0.9% |
| k | 980 | 0.9% |
| w | 980 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 107883 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 21404 | |
| y | 21365 | |
| e | 21365 | |
| s | 21365 | |
| o | 19444 | |
| u | 980 | 0.9% |
| k | 980 | 0.9% |
| w | 980 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 107883 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 21404 | |
| y | 21365 | |
| e | 21365 | |
| s | 21365 | |
| o | 19444 | |
| u | 980 | 0.9% |
| k | 980 | 0.9% |
| w | 980 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 107883 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 21404 | |
| y | 21365 | |
| e | 21365 | |
| s | 21365 | |
| o | 19444 | |
| u | 980 | 0.9% |
| k | 980 | 0.9% |
| w | 980 | 0.9% |
loan
Categorical
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 455 |
| Missing (%) | 1.1% |
| Memory size | 321.9 KiB |
| no | |
|---|---|
| yes | |
| unknown | 978 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.2717698 |
| Min length | 2 |
Characters and Unicode
| Total characters | 92536 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | yes |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 33575 | |
| yes | 6180 | 15.0% |
| unknown | 978 | 2.4% |
| (Missing) | 455 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 33575 | |
| yes | 6180 | 15.2% |
| unknown | 978 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 36509 | |
| o | 34553 | |
| y | 6180 | 6.7% |
| e | 6180 | 6.7% |
| s | 6180 | 6.7% |
| u | 978 | 1.1% |
| k | 978 | 1.1% |
| w | 978 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 92536 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 36509 | |
| o | 34553 | |
| y | 6180 | 6.7% |
| e | 6180 | 6.7% |
| s | 6180 | 6.7% |
| u | 978 | 1.1% |
| k | 978 | 1.1% |
| w | 978 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 92536 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 36509 | |
| o | 34553 | |
| y | 6180 | 6.7% |
| e | 6180 | 6.7% |
| s | 6180 | 6.7% |
| u | 978 | 1.1% |
| k | 978 | 1.1% |
| w | 978 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 92536 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 36509 | |
| o | 34553 | |
| y | 6180 | 6.7% |
| e | 6180 | 6.7% |
| s | 6180 | 6.7% |
| u | 978 | 1.1% |
| k | 978 | 1.1% |
| w | 978 | 1.1% |
contact
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 440 |
| Missing (%) | 1.1% |
| Memory size | 321.9 KiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.3656867 |
| Min length | 8 |
Characters and Unicode
| Total characters | 340885 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | telephone |
|---|---|
| 2nd row | telephone |
| 3rd row | telephone |
| 4th row | telephone |
| 5th row | telephone |
Common Values
| Value | Count | Frequency (%) |
| cellular | 25847 | |
| telephone | 14901 | |
| (Missing) | 440 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 25847 | |
| telephone | 14901 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 92442 | |
| e | 70550 | |
| c | 25847 | 7.6% |
| u | 25847 | 7.6% |
| a | 25847 | 7.6% |
| r | 25847 | 7.6% |
| t | 14901 | 4.4% |
| p | 14901 | 4.4% |
| h | 14901 | 4.4% |
| o | 14901 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 340885 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 92442 | |
| e | 70550 | |
| c | 25847 | 7.6% |
| u | 25847 | 7.6% |
| a | 25847 | 7.6% |
| r | 25847 | 7.6% |
| t | 14901 | 4.4% |
| p | 14901 | 4.4% |
| h | 14901 | 4.4% |
| o | 14901 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 340885 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 92442 | |
| e | 70550 | |
| c | 25847 | 7.6% |
| u | 25847 | 7.6% |
| a | 25847 | 7.6% |
| r | 25847 | 7.6% |
| t | 14901 | 4.4% |
| p | 14901 | 4.4% |
| h | 14901 | 4.4% |
| o | 14901 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 340885 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 92442 | |
| e | 70550 | |
| c | 25847 | 7.6% |
| u | 25847 | 7.6% |
| a | 25847 | 7.6% |
| r | 25847 | 7.6% |
| t | 14901 | 4.4% |
| p | 14901 | 4.4% |
| h | 14901 | 4.4% |
| o | 14901 | 4.4% |
month
Categorical
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 421 |
| Missing (%) | 1.0% |
| Memory size | 321.9 KiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 122301 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | may |
|---|---|
| 2nd row | may |
| 3rd row | may |
| 4th row | may |
| 5th row | may |
Common Values
| Value | Count | Frequency (%) |
| may | 13625 | |
| jul | 7097 | |
| aug | 6120 | |
| jun | 5262 | 12.8% |
| nov | 4056 | 9.8% |
| apr | 2605 | 6.3% |
| oct | 715 | 1.7% |
| sep | 566 | 1.4% |
| mar | 541 | 1.3% |
| dec | 180 | 0.4% |
| (Missing) | 421 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| may | 13625 | |
| jul | 7097 | |
| aug | 6120 | |
| jun | 5262 | 12.9% |
| nov | 4056 | 9.9% |
| apr | 2605 | 6.4% |
| oct | 715 | 1.8% |
| sep | 566 | 1.4% |
| mar | 541 | 1.3% |
| dec | 180 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 22891 | |
| u | 18479 | |
| m | 14166 | |
| y | 13625 | |
| j | 12359 | |
| n | 9318 | |
| l | 7097 | 5.8% |
| g | 6120 | 5.0% |
| o | 4771 | 3.9% |
| v | 4056 | 3.3% |
| Other values (7) | 9419 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 122301 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 22891 | |
| u | 18479 | |
| m | 14166 | |
| y | 13625 | |
| j | 12359 | |
| n | 9318 | |
| l | 7097 | 5.8% |
| g | 6120 | 5.0% |
| o | 4771 | 3.9% |
| v | 4056 | 3.3% |
| Other values (7) | 9419 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 122301 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 22891 | |
| u | 18479 | |
| m | 14166 | |
| y | 13625 | |
| j | 12359 | |
| n | 9318 | |
| l | 7097 | 5.8% |
| g | 6120 | 5.0% |
| o | 4771 | 3.9% |
| v | 4056 | 3.3% |
| Other values (7) | 9419 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 122301 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 22891 | |
| u | 18479 | |
| m | 14166 | |
| y | 13625 | |
| j | 12359 | |
| n | 9318 | |
| l | 7097 | 5.8% |
| g | 6120 | 5.0% |
| o | 4771 | 3.9% |
| v | 4056 | 3.3% |
| Other values (7) | 9419 |
day_of_week
Categorical
MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 436 |
| Missing (%) | 1.1% |
| Memory size | 321.9 KiB |
| thu | |
|---|---|
| mon | |
| wed | |
| tue | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 122256 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | mon |
|---|---|
| 2nd row | mon |
| 3rd row | mon |
| 4th row | mon |
| 5th row | mon |
Common Values
| Value | Count | Frequency (%) |
| thu | 8526 | |
| mon | 8430 | |
| wed | 8049 | |
| tue | 7995 | |
| fri | 7752 | |
| (Missing) | 436 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| thu | 8526 | |
| mon | 8430 | |
| wed | 8049 | |
| tue | 7995 | |
| fri | 7752 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 16521 | |
| u | 16521 | |
| e | 16044 | |
| h | 8526 | |
| m | 8430 | |
| o | 8430 | |
| n | 8430 | |
| w | 8049 | |
| d | 8049 | |
| f | 7752 | |
| Other values (2) | 15504 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 122256 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 16521 | |
| u | 16521 | |
| e | 16044 | |
| h | 8526 | |
| m | 8430 | |
| o | 8430 | |
| n | 8430 | |
| w | 8049 | |
| d | 8049 | |
| f | 7752 | |
| Other values (2) | 15504 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 122256 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 16521 | |
| u | 16521 | |
| e | 16044 | |
| h | 8526 | |
| m | 8430 | |
| o | 8430 | |
| n | 8430 | |
| w | 8049 | |
| d | 8049 | |
| f | 7752 | |
| Other values (2) | 15504 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 122256 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 16521 | |
| u | 16521 | |
| e | 16044 | |
| h | 8526 | |
| m | 8430 | |
| o | 8430 | |
| n | 8430 | |
| w | 8049 | |
| d | 8049 | |
| f | 7752 | |
| Other values (2) | 15504 |
campaign
Real number (ℝ)
MISSING
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 413 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5669896 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.7687599 |
|---|---|
| Coefficient of variation (CV) | 1.0786019 |
| Kurtosis | 37.08795 |
| Mean | 2.5669896 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.7665648 |
| Sum | 104669 |
| Variance | 7.6660315 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 1 | 17471 | |
| 2 | 10461 | |
| 3 | 5283 | 12.8% |
| 4 | 2623 | 6.4% |
| 5 | 1586 | 3.9% |
| 6 | 973 | 2.4% |
| 7 | 623 | 1.5% |
| 8 | 392 | 1.0% |
| 9 | 280 | 0.7% |
| 10 | 225 | 0.5% |
| Other values (32) | 858 | 2.1% |
| (Missing) | 413 | 1.0% |
| Value | Count | Frequency (%) |
| 1 | 17471 | |
| 2 | 10461 | |
| 3 | 5283 | 12.8% |
| 4 | 2623 | 6.4% |
| 5 | 1586 | 3.9% |
| 6 | 973 | 2.4% |
| 7 | 623 | 1.5% |
| 8 | 392 | 1.0% |
| 9 | 280 | 0.7% |
| 10 | 225 | 0.5% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 43 | 2 | < 0.1% |
| 42 | 2 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 2 | < 0.1% |
| 39 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 35 | 5 | |
| 34 | 3 | |
| 33 | 4 |
pdays
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 449 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.34073 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 15 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 187.24291 |
|---|---|
| Coefficient of variation (CV) | 0.19457029 |
| Kurtosis | 22.129921 |
| Mean | 962.34073 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.9120675 |
| Sum | 39204799 |
| Variance | 35059.908 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 999 | 39235 | |
| 3 | 436 | 1.1% |
| 6 | 412 | 1.0% |
| 4 | 117 | 0.3% |
| 9 | 62 | 0.2% |
| 2 | 60 | 0.1% |
| 7 | 59 | 0.1% |
| 12 | 57 | 0.1% |
| 10 | 52 | 0.1% |
| 5 | 46 | 0.1% |
| Other values (17) | 203 | 0.5% |
| (Missing) | 449 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 15 | < 0.1% |
| 1 | 26 | 0.1% |
| 2 | 60 | 0.1% |
| 3 | 436 | |
| 4 | 117 | 0.3% |
| 5 | 46 | 0.1% |
| 6 | 412 | |
| 7 | 59 | 0.1% |
| 8 | 18 | < 0.1% |
| 9 | 62 | 0.2% |
| Value | Count | Frequency (%) |
| 999 | 39235 | |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 22 | 3 | < 0.1% |
| 21 | 2 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 3 | < 0.1% |
| 18 | 7 | < 0.1% |
| 17 | 8 | < 0.1% |
previous
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 418 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17282315 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 35209 |
| Zeros (%) | 85.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.49487273 |
|---|---|
| Coefficient of variation (CV) | 2.8634631 |
| Kurtosis | 20.133058 |
| Mean | 0.17282315 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.8344701 |
| Sum | 7046 |
| Variance | 0.24489902 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 35209 | |
| 1 | 4507 | 10.9% |
| 2 | 746 | 1.8% |
| 3 | 216 | 0.5% |
| 4 | 68 | 0.2% |
| 5 | 18 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 1 | < 0.1% |
| (Missing) | 418 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 35209 | |
| 1 | 4507 | 10.9% |
| 2 | 746 | 1.8% |
| 3 | 216 | 0.5% |
| 4 | 68 | 0.2% |
| 5 | 18 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 5 | < 0.1% |
| 5 | 18 | < 0.1% |
| 4 | 68 | 0.2% |
| 3 | 216 | 0.5% |
| 2 | 746 | 1.8% |
| 1 | 4507 | 10.9% |
| 0 | 35209 |
poutcome
Categorical
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 431 |
| Missing (%) | 1.0% |
| Memory size | 321.9 KiB |
| nonexistent | |
|---|---|
| failure | |
| success | 1360 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.453444 |
| Min length | 7 |
Characters and Unicode
| Total characters | 426051 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 35188 | |
| failure | 4209 | 10.2% |
| success | 1360 | 3.3% |
| (Missing) | 431 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nonexistent | 35188 | |
| failure | 4209 | 10.3% |
| success | 1360 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 105564 | |
| e | 75945 | |
| t | 70376 | |
| i | 39397 | 9.2% |
| s | 39268 | 9.2% |
| o | 35188 | 8.3% |
| x | 35188 | 8.3% |
| u | 5569 | 1.3% |
| f | 4209 | 1.0% |
| a | 4209 | 1.0% |
| Other values (3) | 11138 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 426051 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 105564 | |
| e | 75945 | |
| t | 70376 | |
| i | 39397 | 9.2% |
| s | 39268 | 9.2% |
| o | 35188 | 8.3% |
| x | 35188 | 8.3% |
| u | 5569 | 1.3% |
| f | 4209 | 1.0% |
| a | 4209 | 1.0% |
| Other values (3) | 11138 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 426051 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 105564 | |
| e | 75945 | |
| t | 70376 | |
| i | 39397 | 9.2% |
| s | 39268 | 9.2% |
| o | 35188 | 8.3% |
| x | 35188 | 8.3% |
| u | 5569 | 1.3% |
| f | 4209 | 1.0% |
| a | 4209 | 1.0% |
| Other values (3) | 11138 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 426051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 105564 | |
| e | 75945 | |
| t | 70376 | |
| i | 39397 | 9.2% |
| s | 39268 | 9.2% |
| o | 35188 | 8.3% |
| x | 35188 | 8.3% |
| u | 5569 | 1.3% |
| f | 4209 | 1.0% |
| a | 4209 | 1.0% |
| Other values (3) | 11138 | 2.6% |
emp.var.rate
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 418 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.082460142 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 17010 |
| Negative (%) | 41.3% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.5707488 |
|---|---|
| Coefficient of variation (CV) | 19.048582 |
| Kurtosis | -1.0613797 |
| Mean | 0.082460142 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.72485359 |
| Sum | 3361.9 |
| Variance | 2.4672518 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1.4 | 16073 | |
| -1.8 | 9081 | |
| 1.1 | 7687 | |
| -0.1 | 3646 | 8.9% |
| -2.9 | 1646 | 4.0% |
| -3.4 | 1060 | 2.6% |
| -1.7 | 769 | 1.9% |
| -1.1 | 629 | 1.5% |
| -3 | 169 | 0.4% |
| -0.2 | 10 | < 0.1% |
| (Missing) | 418 | 1.0% |
| Value | Count | Frequency (%) |
| -3.4 | 1060 | 2.6% |
| -3 | 169 | 0.4% |
| -2.9 | 1646 | 4.0% |
| -1.8 | 9081 | |
| -1.7 | 769 | 1.9% |
| -1.1 | 629 | 1.5% |
| -0.2 | 10 | < 0.1% |
| -0.1 | 3646 | 8.9% |
| 1.1 | 7687 | |
| 1.4 | 16073 |
| Value | Count | Frequency (%) |
| 1.4 | 16073 | |
| 1.1 | 7687 | |
| -0.1 | 3646 | 8.9% |
| -0.2 | 10 | < 0.1% |
| -1.1 | 629 | 1.5% |
| -1.7 | 769 | 1.9% |
| -1.8 | 9081 | |
| -2.9 | 1646 | 4.0% |
| -3 | 169 | 0.4% |
| -3.4 | 1060 | 2.6% |
cons.price.idx
Real number (ℝ)
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 369 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.575781 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.713 |
| Q1 | 93.075 |
| median | 93.749 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.57895831 |
|---|---|
| Coefficient of variation (CV) | 0.006187053 |
| Kurtosis | -0.83081654 |
| Mean | 93.575781 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | -0.23063369 |
| Sum | 3819669.8 |
| Variance | 0.33519273 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 93.994 | 7697 | |
| 93.918 | 6621 | |
| 92.893 | 5751 | |
| 93.444 | 5130 | |
| 94.465 | 4341 | |
| 93.2 | 3574 | |
| 93.075 | 2435 | 5.9% |
| 92.201 | 762 | 1.9% |
| 92.963 | 707 | 1.7% |
| 92.431 | 441 | 1.1% |
| Other values (16) | 3360 | |
| (Missing) | 369 | 0.9% |
| Value | Count | Frequency (%) |
| 92.201 | 762 | 1.9% |
| 92.379 | 266 | 0.6% |
| 92.431 | 441 | 1.1% |
| 92.469 | 177 | 0.4% |
| 92.649 | 352 | 0.9% |
| 92.713 | 172 | 0.4% |
| 92.756 | 10 | < 0.1% |
| 92.843 | 281 | 0.7% |
| 92.893 | 5751 | |
| 92.963 | 707 | 1.7% |
| Value | Count | Frequency (%) |
| 94.767 | 127 | 0.3% |
| 94.601 | 203 | 0.5% |
| 94.465 | 4341 | |
| 94.215 | 308 | 0.7% |
| 94.199 | 299 | 0.7% |
| 94.055 | 224 | 0.5% |
| 94.027 | 232 | 0.6% |
| 93.994 | 7697 | |
| 93.918 | 6621 | |
| 93.876 | 212 | 0.5% |
cons.conf.idx
Real number (ℝ)
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 404 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.504127 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 40784 |
| Negative (%) | 99.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.6248248 |
|---|---|
| Coefficient of variation (CV) | -0.11418157 |
| Kurtosis | -0.36164489 |
| Mean | -40.504127 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.30090646 |
| Sum | -1651920.3 |
| Variance | 21.389004 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| -36.4 | 7698 | |
| -42.7 | 6621 | |
| -46.2 | 5734 | |
| -36.1 | 5124 | |
| -41.8 | 4336 | |
| -42 | 3585 | |
| -47.1 | 2431 | 5.9% |
| -31.4 | 761 | 1.8% |
| -40.8 | 704 | 1.7% |
| -26.9 | 438 | 1.1% |
| Other values (16) | 3352 | |
| (Missing) | 404 | 1.0% |
| Value | Count | Frequency (%) |
| -50.8 | 127 | 0.3% |
| -50 | 281 | 0.7% |
| -49.5 | 201 | 0.5% |
| -47.1 | 2431 | 5.9% |
| -46.2 | 5734 | |
| -45.9 | 10 | < 0.1% |
| -42.7 | 6621 | |
| -42 | 3585 | |
| -41.8 | 4336 | |
| -40.8 | 704 | 1.7% |
| Value | Count | Frequency (%) |
| -26.9 | 438 | 1.1% |
| -29.8 | 261 | 0.6% |
| -30.1 | 353 | 0.9% |
| -31.4 | 761 | 1.8% |
| -33 | 171 | 0.4% |
| -33.6 | 177 | 0.4% |
| -34.6 | 173 | 0.4% |
| -34.8 | 261 | 0.6% |
| -36.1 | 5124 | |
| -36.4 | 7698 |
euribor3m
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 316 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 429 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6206528 |
| Minimum | 0.634 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.797 |
| Q1 | 1.344 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.617 |
Descriptive statistics
| Standard deviation | 1.7346196 |
|---|---|
| Coefficient of variation (CV) | 0.4790903 |
| Kurtosis | -1.4077061 |
| Mean | 3.6206528 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.70850689 |
| Sum | 147574.19 |
| Variance | 3.0089053 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.857 | 2837 | 6.9% |
| 4.962 | 2587 | 6.3% |
| 4.963 | 2465 | 6.0% |
| 4.961 | 1881 | 4.6% |
| 4.856 | 1193 | 2.9% |
| 4.964 | 1164 | 2.8% |
| 1.405 | 1155 | 2.8% |
| 4.965 | 1060 | 2.6% |
| 4.864 | 1036 | 2.5% |
| 4.96 | 1009 | 2.4% |
| Other values (306) | 24372 |
| Value | Count | Frequency (%) |
| 0.634 | 8 | < 0.1% |
| 0.635 | 43 | |
| 0.636 | 14 | < 0.1% |
| 0.637 | 6 | < 0.1% |
| 0.638 | 7 | < 0.1% |
| 0.639 | 16 | < 0.1% |
| 0.64 | 9 | < 0.1% |
| 0.642 | 34 | |
| 0.643 | 23 | |
| 0.644 | 38 |
| Value | Count | Frequency (%) |
| 5.045 | 9 | < 0.1% |
| 5 | 7 | < 0.1% |
| 4.97 | 170 | 0.4% |
| 4.968 | 976 | 2.4% |
| 4.967 | 630 | 1.5% |
| 4.966 | 610 | 1.5% |
| 4.965 | 1060 | |
| 4.964 | 1164 | |
| 4.963 | 2465 | |
| 4.962 | 2587 |
nr.employed
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 437 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5167.0627 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.9 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5017.5 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.224169 |
|---|---|
| Coefficient of variation (CV) | 0.0139778 |
| Kurtosis | -0.00028603709 |
| Mean | 5167.0627 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.0450743 |
| Sum | 2.1056297 × 108 |
| Variance | 5216.3306 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 5228.1 | 16062 | |
| 5099.1 | 8451 | |
| 5191 | 7696 | |
| 5195.8 | 3633 | 8.8% |
| 5076.2 | 1640 | 4.0% |
| 5017.5 | 1058 | 2.6% |
| 4991.6 | 760 | 1.8% |
| 5008.7 | 640 | 1.6% |
| 4963.6 | 631 | 1.5% |
| 5023.5 | 170 | 0.4% |
| (Missing) | 437 | 1.1% |
| Value | Count | Frequency (%) |
| 4963.6 | 631 | 1.5% |
| 4991.6 | 760 | 1.8% |
| 5008.7 | 640 | 1.6% |
| 5017.5 | 1058 | 2.6% |
| 5023.5 | 170 | 0.4% |
| 5076.2 | 1640 | 4.0% |
| 5099.1 | 8451 | |
| 5176.3 | 10 | < 0.1% |
| 5191 | 7696 | |
| 5195.8 | 3633 |
| Value | Count | Frequency (%) |
| 5228.1 | 16062 | |
| 5195.8 | 3633 | 8.8% |
| 5191 | 7696 | |
| 5176.3 | 10 | < 0.1% |
| 5099.1 | 8451 | |
| 5076.2 | 1640 | 4.0% |
| 5023.5 | 170 | 0.4% |
| 5017.5 | 1058 | 2.6% |
| 5008.7 | 640 | 1.6% |
| 4991.6 | 760 | 1.8% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 398 |
| Missing (%) | 1.0% |
| Memory size | 80.6 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 398 |
| Value | Count | Frequency (%) |
| False | 36199 | |
| True | 4591 | 11.1% |
| (Missing) | 398 | 1.0% |
| age | campaign | cons.conf.idx | cons.price.idx | contact | day_of_week | default | education | emp.var.rate | euribor3m | housing | job | loan | marital | month | nr.employed | pdays | poutcome | previous | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.006 | 0.114 | 0.045 | 0.099 | 0.024 | 0.146 | 0.117 | 0.046 | 0.056 | 0.000 | 0.249 | 0.010 | 0.263 | 0.093 | 0.047 | -0.001 | 0.107 | -0.013 | 0.172 |
| campaign | 0.006 | 1.000 | -0.002 | 0.095 | 0.065 | 0.018 | 0.016 | 0.004 | 0.156 | 0.140 | 0.023 | 0.000 | 0.021 | 0.000 | 0.047 | 0.142 | 0.055 | 0.047 | -0.087 | 0.051 |
| cons.conf.idx | 0.114 | -0.002 | 1.000 | 0.247 | 0.418 | 0.045 | 0.138 | 0.064 | 0.225 | 0.237 | 0.042 | 0.109 | 0.012 | 0.072 | 0.600 | 0.134 | -0.078 | 0.369 | -0.115 | 0.386 |
| cons.price.idx | 0.045 | 0.095 | 0.247 | 1.000 | 0.676 | 0.050 | 0.154 | 0.098 | 0.664 | 0.492 | 0.069 | 0.131 | 0.017 | 0.069 | 0.676 | 0.465 | 0.058 | 0.387 | -0.282 | 0.337 |
| contact | 0.099 | 0.065 | 0.418 | 0.676 | 1.000 | 0.055 | 0.137 | 0.124 | 0.231 | 0.141 | 0.084 | 0.127 | 0.023 | 0.073 | 0.609 | 0.109 | 0.118 | 0.243 | -0.242 | 0.145 |
| day_of_week | 0.024 | 0.018 | 0.045 | 0.050 | 0.055 | 1.000 | 0.011 | 0.019 | 0.030 | 0.029 | 0.016 | 0.017 | 0.007 | 0.011 | 0.067 | 0.026 | -0.011 | 0.016 | -0.008 | 0.024 |
| default | 0.146 | 0.016 | 0.138 | 0.154 | 0.137 | 0.011 | 1.000 | 0.170 | 0.178 | 0.169 | 0.011 | 0.151 | 0.004 | 0.095 | 0.112 | 0.157 | 0.080 | 0.076 | -0.105 | 0.098 |
| education | 0.117 | 0.004 | 0.064 | 0.098 | 0.124 | 0.019 | 0.170 | 1.000 | -0.018 | -0.002 | 0.014 | 0.360 | 0.000 | 0.117 | 0.095 | -0.010 | -0.050 | 0.043 | 0.033 | 0.068 |
| emp.var.rate | 0.046 | 0.156 | 0.225 | 0.664 | 0.231 | 0.030 | 0.178 | -0.018 | 1.000 | 0.940 | 0.052 | 0.135 | 0.012 | 0.067 | 0.659 | 0.945 | 0.228 | 0.380 | -0.435 | 0.342 |
| euribor3m | 0.056 | 0.140 | 0.237 | 0.492 | 0.141 | 0.029 | 0.169 | -0.002 | 0.940 | 1.000 | 0.053 | 0.128 | 0.013 | 0.068 | 0.552 | 0.929 | 0.279 | 0.418 | -0.455 | 0.400 |
| housing | 0.000 | 0.023 | 0.042 | 0.069 | 0.084 | 0.016 | 0.011 | 0.014 | 0.052 | 0.053 | 1.000 | 0.009 | 0.708 | 0.009 | 0.054 | -0.035 | -0.010 | 0.016 | 0.025 | 0.010 |
| job | 0.249 | 0.000 | 0.109 | 0.131 | 0.127 | 0.017 | 0.151 | 0.360 | 0.135 | 0.128 | 0.009 | 1.000 | 0.011 | 0.183 | 0.109 | -0.000 | -0.017 | 0.099 | 0.008 | 0.152 |
| loan | 0.010 | 0.021 | 0.012 | 0.017 | 0.023 | 0.007 | 0.004 | 0.000 | 0.012 | 0.013 | 0.708 | 0.011 | 1.000 | 0.000 | 0.019 | 0.005 | 0.002 | 0.000 | 0.001 | 0.000 |
| marital | 0.263 | 0.000 | 0.072 | 0.069 | 0.073 | 0.011 | 0.095 | 0.117 | 0.067 | 0.068 | 0.009 | 0.183 | 0.000 | 1.000 | 0.050 | -0.071 | -0.038 | 0.037 | 0.038 | 0.055 |
| month | 0.093 | 0.047 | 0.600 | 0.676 | 0.609 | 0.067 | 0.112 | 0.095 | 0.659 | 0.552 | 0.054 | 0.109 | 0.019 | 0.050 | 1.000 | -0.364 | -0.049 | 0.243 | 0.129 | 0.274 |
| nr.employed | 0.047 | 0.142 | 0.134 | 0.465 | 0.109 | 0.026 | 0.157 | -0.010 | 0.945 | 0.929 | -0.035 | -0.000 | 0.005 | -0.071 | -0.364 | 1.000 | 0.291 | 0.413 | -0.439 | 0.409 |
| pdays | -0.001 | 0.055 | -0.078 | 0.058 | 0.118 | -0.011 | 0.080 | -0.050 | 0.228 | 0.279 | -0.010 | -0.017 | 0.002 | -0.038 | -0.049 | 0.291 | 1.000 | 0.681 | -0.511 | 0.329 |
| poutcome | 0.107 | 0.047 | 0.369 | 0.387 | 0.243 | 0.016 | 0.076 | 0.043 | 0.380 | 0.418 | 0.016 | 0.099 | 0.000 | 0.037 | 0.243 | 0.413 | 0.681 | 1.000 | -0.495 | 0.320 |
| previous | -0.013 | -0.087 | -0.115 | -0.282 | -0.242 | -0.008 | -0.105 | 0.033 | -0.435 | -0.455 | 0.025 | 0.008 | 0.001 | 0.038 | 0.129 | -0.439 | -0.511 | -0.495 | 1.000 | 0.236 |
| y | 0.172 | 0.051 | 0.386 | 0.337 | 0.145 | 0.024 | 0.098 | 0.068 | 0.342 | 0.400 | 0.010 | 0.152 | 0.000 | 0.055 | 0.274 | 0.409 | 0.329 | 0.320 | 0.236 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 56.0 | housemaid | married | basic.4y | no | no | no | telephone | may | mon | 1.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 1 | 57.0 | services | married | high.school | unknown | no | NaN | telephone | may | mon | 1.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 2 | 37.0 | services | married | high.school | no | yes | no | telephone | may | mon | 1.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 3 | 40.0 | admin. | married | basic.6y | no | no | no | telephone | may | mon | 1.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 4 | 56.0 | services | married | high.school | no | no | yes | NaN | may | mon | 1.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 5 | 45.0 | services | married | basic.9y | unknown | no | no | telephone | may | mon | 1.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 6 | 59.0 | admin. | married | professional.course | no | no | no | telephone | may | mon | 1.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 7 | 41.0 | blue-collar | married | unknown | unknown | no | no | telephone | may | mon | 1.0 | 999.0 | 0.0 | nonexistent | NaN | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 8 | 24.0 | technician | single | professional.course | no | yes | no | telephone | may | mon | 1.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 9 | 25.0 | services | single | high.school | no | NaN | no | telephone | may | mon | 1.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 41178 | 62.0 | retired | married | university.degree | no | no | no | cellular | nov | thu | 2.0 | 6.0 | 3.0 | success | -1.1 | 94.767 | -50.8 | 1.031 | 4963.6 | yes |
| 41179 | 64.0 | retired | divorced | professional.course | no | yes | no | cellular | nov | fri | 3.0 | 999.0 | 0.0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41180 | 36.0 | admin. | married | university.degree | no | no | no | cellular | nov | fri | 2.0 | 999.0 | 0.0 | nonexistent | -1.1 | 94.767 | -50.8 | NaN | 4963.6 | no |
| 41181 | 37.0 | admin. | married | university.degree | no | yes | no | cellular | nov | fri | 1.0 | 999.0 | 0.0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 41182 | 29.0 | unemployed | single | basic.4y | no | yes | no | NaN | nov | fri | 1.0 | 9.0 | 1.0 | success | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41183 | 73.0 | retired | married | professional.course | no | yes | no | cellular | nov | fri | 1.0 | 999.0 | 0.0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 41184 | 46.0 | blue-collar | married | professional.course | no | no | no | cellular | nov | fri | 1.0 | 999.0 | NaN | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41185 | 56.0 | retired | married | university.degree | no | yes | no | cellular | nov | fri | 2.0 | 999.0 | 0.0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41186 | 44.0 | technician | married | professional.course | no | no | no | cellular | nov | fri | 1.0 | 999.0 | 0.0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 41187 | 74.0 | retired | married | professional.course | no | yes | no | cellular | nov | fri | 3.0 | 999.0 | 1.0 | failure | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
Most frequently occurring
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 48 | 27.0 | admin. | single | high.school | no | no | no | cellular | jul | tue | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no | 7 |
| 772 | 43.0 | housemaid | married | basic.4y | no | yes | no | cellular | jul | wed | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no | 6 |
| 85 | 28.0 | services | married | high.school | no | no | no | cellular | jul | tue | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no | 5 |
| 162 | 30.0 | admin. | single | high.school | no | no | no | cellular | aug | fri | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.964 | 5228.1 | no | 5 |
| 217 | 31.0 | admin. | married | university.degree | no | no | no | cellular | nov | thu | 1.0 | 999.0 | 0.0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.076 | 5195.8 | no | 5 |
| 529 | 36.0 | blue-collar | married | basic.9y | unknown | yes | no | cellular | jul | thu | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.963 | 5228.1 | no | 5 |
| 15 | 24.0 | admin. | single | high.school | unknown | yes | no | cellular | jul | thu | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.958 | 5228.1 | no | 4 |
| 19 | 24.0 | services | single | professional.course | no | yes | no | cellular | jul | wed | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no | 4 |
| 20 | 24.0 | student | single | basic.4y | no | no | no | cellular | jul | fri | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.963 | 5228.1 | no | 4 |
| 21 | 24.0 | student | single | high.school | unknown | no | no | cellular | jul | tue | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no | 4 |